Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 2969 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 301.5 KiB |
| Average record size in memory | 104.0 B |
Variable types
| Numeric | 12 |
|---|
avg_basket_size is highly overall correlated with gross_revenue and 1 other fields | High correlation |
avg_recency_days is highly overall correlated with frequency | High correlation |
avg_ticket is highly overall correlated with avg_unique_basket_size | High correlation |
avg_unique_basket_size is highly overall correlated with avg_ticket and 1 other fields | High correlation |
frequency is highly overall correlated with avg_recency_days | High correlation |
gross_revenue is highly overall correlated with avg_basket_size and 3 other fields | High correlation |
qty_invoices is highly overall correlated with gross_revenue and 3 other fields | High correlation |
qty_items is highly overall correlated with avg_basket_size and 3 other fields | High correlation |
qty_products is highly overall correlated with avg_unique_basket_size and 3 other fields | High correlation |
recency_days is highly overall correlated with qty_invoices | High correlation |
avg_ticket is highly skewed (γ1 = 53.44421547) | Skewed |
qty_returns is highly skewed (γ1 = 52.70290171) | Skewed |
avg_basket_size is highly skewed (γ1 = 44.67431359) | Skewed |
customer_id has unique values | Unique |
recency_days has 34 (1.1%) zeros | Zeros |
qty_returns has 1481 (49.9%) zeros | Zeros |
Reproduction
| Analysis started | 2024-08-05 15:07:39.431848 |
|---|---|
| Analysis finished | 2024-08-05 15:07:53.349702 |
| Duration | 13.92 seconds |
| Software version | ydata-profiling vv4.9.0 |
| Download configuration | config.json |
customer_id
Real number (ℝ)
UNIQUE 
| Distinct | 2969 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15270.773 |
| Minimum | 12347 |
|---|---|
| Maximum | 18287 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 12347 |
|---|---|
| 5-th percentile | 12619.4 |
| Q1 | 13799 |
| median | 15221 |
| Q3 | 16768 |
| 95-th percentile | 17964.6 |
| Maximum | 18287 |
| Range | 5940 |
| Interquartile range (IQR) | 2969 |
Descriptive statistics
| Standard deviation | 1718.9903 |
|---|---|
| Coefficient of variation (CV) | 0.11256734 |
| Kurtosis | -1.2060947 |
| Mean | 15270.773 |
| Median Absolute Deviation (MAD) | 1488 |
| Skewness | 0.031607859 |
| Sum | 45338925 |
| Variance | 2954927.6 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12558 | 1 | < 0.1% |
| 17850 | 1 | < 0.1% |
| 13047 | 1 | < 0.1% |
| 12583 | 1 | < 0.1% |
| 13748 | 1 | < 0.1% |
| 15100 | 1 | < 0.1% |
| 15291 | 1 | < 0.1% |
| 14688 | 1 | < 0.1% |
| 17809 | 1 | < 0.1% |
| 16956 | 1 | < 0.1% |
| Other values (2959) | 2959 |
| Value | Count | Frequency (%) |
| 12347 | 1 | |
| 12348 | 1 | |
| 12352 | 1 | |
| 12356 | 1 | |
| 12358 | 1 | |
| 12359 | 1 | |
| 12360 | 1 | |
| 12362 | 1 | |
| 12364 | 1 | |
| 12370 | 1 |
| Value | Count | Frequency (%) |
| 18287 | 1 | |
| 18283 | 1 | |
| 18282 | 1 | |
| 18277 | 1 | |
| 18276 | 1 | |
| 18274 | 1 | |
| 18273 | 1 | |
| 18272 | 1 | |
| 18270 | 1 | |
| 18269 | 1 |
gross_revenue
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 2954 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2747.1004 |
| Minimum | 6.2 |
|---|---|
| Maximum | 279138.02 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 6.2 |
|---|---|
| 5-th percentile | 229.77 |
| Q1 | 570.96 |
| median | 1084.1 |
| Q3 | 2308.06 |
| 95-th percentile | 7219.68 |
| Maximum | 279138.02 |
| Range | 279131.82 |
| Interquartile range (IQR) | 1737.1 |
Descriptive statistics
| Standard deviation | 10560.058 |
|---|---|
| Coefficient of variation (CV) | 3.8440742 |
| Kurtosis | 355.5067 |
| Mean | 2747.1004 |
| Median Absolute Deviation (MAD) | 672.05 |
| Skewness | 16.802797 |
| Sum | 8156141.2 |
| Variance | 1.1151482 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 379.65 | 2 | 0.1% |
| 731.9 | 2 | 0.1% |
| 1353.74 | 2 | 0.1% |
| 889.93 | 2 | 0.1% |
| 331 | 2 | 0.1% |
| 745.06 | 2 | 0.1% |
| 2092.32 | 2 | 0.1% |
| 2053.02 | 2 | 0.1% |
| 1025.44 | 2 | 0.1% |
| 734.94 | 2 | 0.1% |
| Other values (2944) | 2949 |
| Value | Count | Frequency (%) |
| 6.2 | 1 | |
| 13.3 | 1 | |
| 15 | 1 | |
| 36.56 | 1 | |
| 45 | 1 | |
| 52 | 1 | |
| 52.2 | 1 | |
| 52.2 | 1 | |
| 62.43 | 1 | |
| 68.84 | 1 |
| Value | Count | Frequency (%) |
| 279138.02 | 1 | |
| 259657.3 | 1 | |
| 194550.79 | 1 | |
| 168472.5 | 1 | |
| 136263.72 | 1 | |
| 124564.53 | 1 | |
| 116725.63 | 1 | |
| 91062.38 | 1 | |
| 72882.09 | 1 | |
| 66653.56 | 1 |
recency_days
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 272 |
|---|---|
| Distinct (%) | 9.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.288649 |
| Minimum | 0 |
|---|---|
| Maximum | 373 |
| Zeros | 34 |
| Zeros (%) | 1.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 11 |
| median | 31 |
| Q3 | 81 |
| 95-th percentile | 242 |
| Maximum | 373 |
| Range | 373 |
| Interquartile range (IQR) | 70 |
Descriptive statistics
| Standard deviation | 77.756171 |
|---|---|
| Coefficient of variation (CV) | 1.2094852 |
| Kurtosis | 2.7780386 |
| Mean | 64.288649 |
| Median Absolute Deviation (MAD) | 26 |
| Skewness | 1.7983969 |
| Sum | 190873 |
| Variance | 6046.0221 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 99 | 3.3% |
| 4 | 87 | 2.9% |
| 3 | 85 | 2.9% |
| 2 | 85 | 2.9% |
| 8 | 76 | 2.6% |
| 10 | 67 | 2.3% |
| 9 | 66 | 2.2% |
| 7 | 66 | 2.2% |
| 17 | 64 | 2.2% |
| 22 | 55 | 1.9% |
| Other values (262) | 2219 |
| Value | Count | Frequency (%) |
| 0 | 34 | 1.1% |
| 1 | 99 | |
| 2 | 85 | |
| 3 | 85 | |
| 4 | 87 | |
| 5 | 43 | |
| 7 | 66 | |
| 8 | 76 | |
| 9 | 66 | |
| 10 | 67 |
| Value | Count | Frequency (%) |
| 373 | 2 | |
| 372 | 4 | |
| 371 | 1 | < 0.1% |
| 368 | 1 | < 0.1% |
| 366 | 4 | |
| 365 | 2 | |
| 364 | 1 | < 0.1% |
| 360 | 1 | < 0.1% |
| 359 | 1 | < 0.1% |
| 358 | 4 |
qty_invoices
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 57 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.7217918 |
| Minimum | 1 |
|---|---|
| Maximum | 206 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 17 |
| Maximum | 206 |
| Range | 205 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 8.847316 |
|---|---|
| Coefficient of variation (CV) | 1.5462492 |
| Kurtosis | 190.04523 |
| Mean | 5.7217918 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 10.743151 |
| Sum | 16988 |
| Variance | 78.275 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 786 | |
| 3 | 498 | |
| 4 | 393 | |
| 5 | 237 | 8.0% |
| 1 | 190 | 6.4% |
| 6 | 173 | 5.8% |
| 7 | 138 | 4.6% |
| 8 | 98 | 3.3% |
| 9 | 70 | 2.4% |
| 10 | 54 | 1.8% |
| Other values (47) | 332 |
| Value | Count | Frequency (%) |
| 1 | 190 | 6.4% |
| 2 | 786 | |
| 3 | 498 | |
| 4 | 393 | |
| 5 | 237 | 8.0% |
| 6 | 173 | 5.8% |
| 7 | 138 | 4.6% |
| 8 | 98 | 3.3% |
| 9 | 70 | 2.4% |
| 10 | 54 | 1.8% |
| Value | Count | Frequency (%) |
| 206 | 1 | |
| 198 | 1 | |
| 124 | 1 | |
| 97 | 1 | |
| 91 | 2 | |
| 86 | 1 | |
| 72 | 1 | |
| 62 | 2 | |
| 60 | 1 | |
| 57 | 1 |
qty_items
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 1670 |
|---|---|
| Distinct (%) | 56.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1606.4187 |
| Minimum | 1 |
|---|---|
| Maximum | 196844 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 101.4 |
| Q1 | 296 |
| median | 639 |
| Q3 | 1399 |
| 95-th percentile | 4407.4 |
| Maximum | 196844 |
| Range | 196843 |
| Interquartile range (IQR) | 1103 |
Descriptive statistics
| Standard deviation | 5882.5587 |
|---|---|
| Coefficient of variation (CV) | 3.6619088 |
| Kurtosis | 467.23973 |
| Mean | 1606.4187 |
| Median Absolute Deviation (MAD) | 420 |
| Skewness | 17.879512 |
| Sum | 4769457 |
| Variance | 34604497 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 310 | 11 | 0.4% |
| 88 | 9 | 0.3% |
| 150 | 9 | 0.3% |
| 272 | 8 | 0.3% |
| 288 | 8 | 0.3% |
| 134 | 8 | 0.3% |
| 246 | 8 | 0.3% |
| 260 | 8 | 0.3% |
| 84 | 8 | 0.3% |
| 300 | 7 | 0.2% |
| Other values (1660) | 2885 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 2 | |
| 12 | 2 | |
| 16 | 1 | |
| 17 | 1 | |
| 18 | 1 | |
| 19 | 1 | |
| 20 | 1 | |
| 23 | 1 | |
| 25 | 1 |
| Value | Count | Frequency (%) |
| 196844 | 1 | |
| 80997 | 1 | |
| 79879 | 1 | |
| 77373 | 1 | |
| 69993 | 1 | |
| 64549 | 1 | |
| 64124 | 1 | |
| 62812 | 1 | |
| 58243 | 1 | |
| 57772 | 1 |
qty_products
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 469 |
|---|---|
| Distinct (%) | 15.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 122.66319 |
| Minimum | 1 |
|---|---|
| Maximum | 7837 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 29 |
| median | 67 |
| Q3 | 135 |
| 95-th percentile | 382 |
| Maximum | 7837 |
| Range | 7836 |
| Interquartile range (IQR) | 106 |
Descriptive statistics
| Standard deviation | 269.2448 |
|---|---|
| Coefficient of variation (CV) | 2.1949927 |
| Kurtosis | 354.42387 |
| Mean | 122.66319 |
| Median Absolute Deviation (MAD) | 44 |
| Skewness | 15.678323 |
| Sum | 364187 |
| Variance | 72492.76 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 28 | 46 | 1.5% |
| 20 | 38 | 1.3% |
| 35 | 35 | 1.2% |
| 15 | 33 | 1.1% |
| 19 | 32 | 1.1% |
| 29 | 32 | 1.1% |
| 11 | 32 | 1.1% |
| 26 | 31 | 1.0% |
| 18 | 30 | 1.0% |
| 27 | 30 | 1.0% |
| Other values (459) | 2630 |
| Value | Count | Frequency (%) |
| 1 | 6 | 0.2% |
| 2 | 14 | |
| 3 | 16 | |
| 4 | 17 | |
| 5 | 26 | |
| 6 | 29 | |
| 7 | 18 | |
| 8 | 19 | |
| 9 | 27 | |
| 10 | 27 |
| Value | Count | Frequency (%) |
| 7837 | 1 | |
| 5586 | 1 | |
| 5095 | 1 | |
| 4577 | 1 | |
| 2698 | 1 | |
| 2379 | 1 | |
| 2060 | 1 | |
| 1818 | 1 | |
| 1673 | 1 | |
| 1636 | 1 |
avg_ticket
Real number (ℝ)
HIGH CORRELATION  SKEWED 
| Distinct | 2966 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51.893306 |
| Minimum | 2.1505882 |
|---|---|
| Maximum | 56157.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 2.1505882 |
|---|---|
| 5-th percentile | 4.9166611 |
| Q1 | 13.119333 |
| median | 17.940811 |
| Q3 | 24.97963 |
| 95-th percentile | 90.497 |
| Maximum | 56157.5 |
| Range | 56155.349 |
| Interquartile range (IQR) | 11.860296 |
Descriptive statistics
| Standard deviation | 1036.9345 |
|---|---|
| Coefficient of variation (CV) | 19.982048 |
| Kurtosis | 2890.7065 |
| Mean | 51.893306 |
| Median Absolute Deviation (MAD) | 5.9641157 |
| Skewness | 53.444215 |
| Sum | 154071.22 |
| Variance | 1075233.2 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 15 | 2 | 0.1% |
| 4.162 | 2 | 0.1% |
| 14.47833333 | 2 | 0.1% |
| 3.411945289 | 1 | < 0.1% |
| 16.29372093 | 1 | < 0.1% |
| 36.24411765 | 1 | < 0.1% |
| 29.78416667 | 1 | < 0.1% |
| 22.8792623 | 1 | < 0.1% |
| 20.51104167 | 1 | < 0.1% |
| 149.025 | 1 | < 0.1% |
| Other values (2956) | 2956 |
| Value | Count | Frequency (%) |
| 2.150588235 | 1 | |
| 2.4325 | 1 | |
| 2.462371134 | 1 | |
| 2.511241379 | 1 | |
| 2.515333333 | 1 | |
| 2.65 | 1 | |
| 2.656931818 | 1 | |
| 2.707598253 | 1 | |
| 2.760621572 | 1 | |
| 2.770464191 | 1 |
| Value | Count | Frequency (%) |
| 56157.5 | 1 | |
| 4453.43 | 1 | |
| 3202.92 | 1 | |
| 1687.2 | 1 | |
| 952.9875 | 1 | |
| 872.13 | 1 | |
| 841.0214493 | 1 | |
| 651.1683333 | 1 | |
| 640 | 1 | |
| 624.4 | 1 |
avg_recency_days
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 290 |
|---|---|
| Distinct (%) | 9.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 67.092287 |
| Minimum | 1 |
|---|---|
| Maximum | 366 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 25 |
| median | 48 |
| Q3 | 85 |
| 95-th percentile | 201 |
| Maximum | 366 |
| Range | 365 |
| Interquartile range (IQR) | 60 |
Descriptive statistics
| Standard deviation | 63.614645 |
|---|---|
| Coefficient of variation (CV) | 0.94816629 |
| Kurtosis | 4.8867434 |
| Mean | 67.092287 |
| Median Absolute Deviation (MAD) | 26 |
| Skewness | 2.0639464 |
| Sum | 199197 |
| Variance | 4046.823 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 35 | 49 | 1.7% |
| 14 | 45 | 1.5% |
| 46 | 43 | 1.4% |
| 21 | 43 | 1.4% |
| 22 | 43 | 1.4% |
| 38 | 42 | 1.4% |
| 28 | 41 | 1.4% |
| 26 | 41 | 1.4% |
| 17 | 41 | 1.4% |
| 27 | 41 | 1.4% |
| Other values (280) | 2540 |
| Value | Count | Frequency (%) |
| 1 | 17 | |
| 2 | 15 | |
| 3 | 19 | |
| 4 | 27 | |
| 5 | 18 | |
| 6 | 21 | |
| 7 | 31 | |
| 8 | 24 | |
| 9 | 27 | |
| 10 | 27 |
| Value | Count | Frequency (%) |
| 366 | 1 | < 0.1% |
| 365 | 1 | < 0.1% |
| 363 | 1 | < 0.1% |
| 362 | 1 | < 0.1% |
| 357 | 2 | |
| 356 | 1 | < 0.1% |
| 355 | 2 | |
| 352 | 1 | < 0.1% |
| 351 | 2 | |
| 350 | 3 |
frequency
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 1349 |
|---|---|
| Distinct (%) | 45.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.063268815 |
| Minimum | 0.0054495913 |
|---|---|
| Maximum | 3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 0.0054495913 |
|---|---|
| 5-th percentile | 0.0094339623 |
| Q1 | 0.017777778 |
| median | 0.029411765 |
| Q3 | 0.055401662 |
| 95-th percentile | 0.22222222 |
| Maximum | 3 |
| Range | 2.9945504 |
| Interquartile range (IQR) | 0.037623884 |
Descriptive statistics
| Standard deviation | 0.13447745 |
|---|---|
| Coefficient of variation (CV) | 2.1254933 |
| Kurtosis | 121.57483 |
| Mean | 0.063268815 |
| Median Absolute Deviation (MAD) | 0.014338235 |
| Skewness | 8.7739699 |
| Sum | 187.84511 |
| Variance | 0.018084183 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.3333333333 | 21 | 0.7% |
| 0.1666666667 | 21 | 0.7% |
| 0.02777777778 | 20 | 0.7% |
| 0.09090909091 | 19 | 0.6% |
| 0.0625 | 17 | 0.6% |
| 0.4 | 16 | 0.5% |
| 0.1333333333 | 16 | 0.5% |
| 0.02380952381 | 15 | 0.5% |
| 0.25 | 15 | 0.5% |
| 0.03571428571 | 15 | 0.5% |
| Other values (1339) | 2794 |
| Value | Count | Frequency (%) |
| 0.005449591281 | 1 | < 0.1% |
| 0.005464480874 | 1 | < 0.1% |
| 0.005494505495 | 1 | < 0.1% |
| 0.005509641873 | 1 | < 0.1% |
| 0.005586592179 | 2 | |
| 0.005602240896 | 1 | < 0.1% |
| 0.005617977528 | 2 | |
| 0.00566572238 | 1 | < 0.1% |
| 0.005681818182 | 2 | |
| 0.005698005698 | 3 |
| Value | Count | Frequency (%) |
| 3 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
| 1.571428571 | 1 | < 0.1% |
| 1.5 | 3 | 0.1% |
| 1 | 14 | |
| 0.8333333333 | 1 | < 0.1% |
| 0.75 | 1 | < 0.1% |
| 0.6666666667 | 12 | |
| 0.6487935657 | 1 | < 0.1% |
| 0.6 | 1 | < 0.1% |
qty_returns
Real number (ℝ)
SKEWED  ZEROS 
| Distinct | 173 |
|---|---|
| Distinct (%) | 5.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 52.255978 |
| Minimum | 0 |
|---|---|
| Maximum | 80995 |
| Zeros | 1481 |
| Zeros (%) | 49.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 6 |
| 95-th percentile | 63 |
| Maximum | 80995 |
| Range | 80995 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 1503.4837 |
|---|---|
| Coefficient of variation (CV) | 28.771515 |
| Kurtosis | 2833.6407 |
| Mean | 52.255978 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 52.702902 |
| Sum | 155148 |
| Variance | 2260463.1 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1481 | |
| 1 | 295 | 9.9% |
| 3 | 169 | 5.7% |
| 6 | 93 | 3.1% |
| 2 | 87 | 2.9% |
| 4 | 71 | 2.4% |
| 5 | 43 | 1.4% |
| 12 | 43 | 1.4% |
| 8 | 40 | 1.3% |
| 7 | 38 | 1.3% |
| Other values (163) | 609 |
| Value | Count | Frequency (%) |
| 0 | 1481 | |
| 1 | 295 | 9.9% |
| 2 | 87 | 2.9% |
| 3 | 169 | 5.7% |
| 4 | 71 | 2.4% |
| 5 | 43 | 1.4% |
| 6 | 93 | 3.1% |
| 7 | 38 | 1.3% |
| 8 | 40 | 1.3% |
| 9 | 36 | 1.2% |
| Value | Count | Frequency (%) |
| 80995 | 1 | |
| 9014 | 1 | |
| 4824 | 1 | |
| 4027 | 1 | |
| 2302 | 2 | |
| 1776 | 1 | |
| 1608 | 1 | |
| 1589 | 1 | |
| 1515 | 1 | |
| 1278 | 1 |
avg_unique_basket_size
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 1009 |
|---|---|
| Distinct (%) | 34.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.15117 |
| Minimum | 1 |
|---|---|
| Maximum | 299.70588 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3.3454545 |
| Q1 | 10 |
| median | 17.2 |
| Q3 | 27.75 |
| 95-th percentile | 56.94 |
| Maximum | 299.70588 |
| Range | 298.70588 |
| Interquartile range (IQR) | 17.75 |
Descriptive statistics
| Standard deviation | 19.512963 |
|---|---|
| Coefficient of variation (CV) | 0.88089984 |
| Kurtosis | 27.697928 |
| Mean | 22.15117 |
| Median Absolute Deviation (MAD) | 8.2 |
| Skewness | 3.4988031 |
| Sum | 65766.825 |
| Variance | 380.75571 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 13 | 54 | 1.8% |
| 14 | 40 | 1.3% |
| 11 | 38 | 1.3% |
| 9 | 33 | 1.1% |
| 18 | 33 | 1.1% |
| 1 | 32 | 1.1% |
| 20 | 31 | 1.0% |
| 10 | 30 | 1.0% |
| 16 | 29 | 1.0% |
| 17 | 28 | 0.9% |
| Other values (999) | 2621 |
| Value | Count | Frequency (%) |
| 1 | 32 | |
| 1.2 | 1 | < 0.1% |
| 1.25 | 1 | < 0.1% |
| 1.333333333 | 2 | 0.1% |
| 1.5 | 8 | 0.3% |
| 1.568181818 | 1 | < 0.1% |
| 1.571428571 | 1 | < 0.1% |
| 1.666666667 | 4 | 0.1% |
| 1.833333333 | 1 | < 0.1% |
| 2 | 24 |
| Value | Count | Frequency (%) |
| 299.7058824 | 1 | |
| 259 | 1 | |
| 203.5 | 1 | |
| 148 | 1 | |
| 145 | 1 | |
| 136.125 | 1 | |
| 135.5 | 1 | |
| 127 | 1 | |
| 122 | 1 | |
| 118 | 1 |
avg_basket_size
Real number (ℝ)
HIGH CORRELATION  SKEWED 
| Distinct | 1974 |
|---|---|
| Distinct (%) | 66.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 249.39271 |
| Minimum | 1 |
|---|---|
| Maximum | 40498.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 44 |
| Q1 | 103.25 |
| median | 172 |
| Q3 | 281.5 |
| 95-th percentile | 599.52 |
| Maximum | 40498.5 |
| Range | 40497.5 |
| Interquartile range (IQR) | 178.25 |
Descriptive statistics
| Standard deviation | 791.55574 |
|---|---|
| Coefficient of variation (CV) | 3.173933 |
| Kurtosis | 2255.6274 |
| Mean | 249.39271 |
| Median Absolute Deviation (MAD) | 82.75 |
| Skewness | 44.674314 |
| Sum | 740446.95 |
| Variance | 626560.48 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 100 | 11 | 0.4% |
| 114 | 10 | 0.3% |
| 86 | 9 | 0.3% |
| 73 | 9 | 0.3% |
| 82 | 9 | 0.3% |
| 136 | 8 | 0.3% |
| 60 | 8 | 0.3% |
| 163 | 8 | 0.3% |
| 88 | 8 | 0.3% |
| 140 | 8 | 0.3% |
| Other values (1964) | 2881 |
| Value | Count | Frequency (%) |
| 1 | 2 | |
| 2 | 1 | |
| 3.333333333 | 1 | |
| 5.333333333 | 1 | |
| 5.666666667 | 1 | |
| 6.142857143 | 1 | |
| 7.5 | 1 | |
| 9 | 1 | |
| 9.5 | 1 | |
| 11 | 1 |
| Value | Count | Frequency (%) |
| 40498.5 | 1 | |
| 6009.333333 | 1 | |
| 4282 | 1 | |
| 3906 | 1 | |
| 3868.65 | 1 | |
| 2880 | 1 | |
| 2801 | 1 | |
| 2733.944444 | 1 | |
| 2518.769231 | 1 | |
| 2160.333333 | 1 |
| avg_basket_size | avg_recency_days | avg_ticket | avg_unique_basket_size | customer_id | frequency | gross_revenue | qty_invoices | qty_items | qty_products | qty_returns | recency_days | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| avg_basket_size | 1.000 | -0.077 | 0.189 | 0.448 | -0.123 | 0.057 | 0.576 | 0.101 | 0.729 | 0.384 | 0.210 | -0.098 |
| avg_recency_days | -0.077 | 1.000 | -0.122 | 0.048 | 0.019 | -0.961 | -0.250 | -0.262 | -0.230 | -0.168 | -0.392 | 0.109 |
| avg_ticket | 0.189 | -0.122 | 1.000 | -0.611 | -0.130 | 0.097 | 0.246 | 0.061 | 0.168 | -0.377 | 0.198 | 0.047 |
| avg_unique_basket_size | 0.448 | 0.048 | -0.611 | 1.000 | -0.007 | -0.042 | 0.291 | 0.026 | 0.321 | 0.699 | 0.006 | -0.107 |
| customer_id | -0.123 | 0.019 | -0.130 | -0.007 | 1.000 | -0.008 | -0.076 | 0.025 | -0.070 | 0.013 | -0.064 | 0.001 |
| frequency | 0.057 | -0.961 | 0.097 | -0.042 | -0.008 | 1.000 | 0.160 | 0.148 | 0.145 | 0.101 | 0.353 | -0.031 |
| gross_revenue | 0.576 | -0.250 | 0.246 | 0.291 | -0.076 | 0.160 | 1.000 | 0.771 | 0.927 | 0.744 | 0.359 | -0.415 |
| qty_invoices | 0.101 | -0.262 | 0.061 | 0.026 | 0.025 | 0.148 | 0.771 | 1.000 | 0.717 | 0.690 | 0.283 | -0.502 |
| qty_items | 0.729 | -0.230 | 0.168 | 0.321 | -0.070 | 0.145 | 0.927 | 0.717 | 1.000 | 0.731 | 0.335 | -0.408 |
| qty_products | 0.384 | -0.168 | -0.377 | 0.699 | 0.013 | 0.101 | 0.744 | 0.690 | 0.731 | 1.000 | 0.226 | -0.435 |
| qty_returns | 0.210 | -0.392 | 0.198 | 0.006 | -0.064 | 0.353 | 0.359 | 0.283 | 0.335 | 0.226 | 1.000 | -0.115 |
| recency_days | -0.098 | 0.109 | 0.047 | -0.107 | 0.001 | -0.031 | -0.415 | -0.502 | -0.408 | -0.435 | -0.115 | 1.000 |
| customer_id | gross_revenue | recency_days | qty_invoices | qty_items | qty_products | avg_ticket | avg_recency_days | frequency | qty_returns | avg_unique_basket_size | avg_basket_size | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 17850.0 | 5391.21 | 372.0 | 34.0 | 1733.0 | 297.0 | 18.152222 | 35.0 | 0.486111 | 21.0 | 8.735294 | 50.970588 |
| 1 | 13047.0 | 3232.59 | 56.0 | 9.0 | 1390.0 | 171.0 | 18.904035 | 27.0 | 0.048780 | 6.0 | 19.000000 | 154.444444 |
| 2 | 12583.0 | 6705.38 | 2.0 | 15.0 | 5028.0 | 232.0 | 28.902500 | 23.0 | 0.045699 | 50.0 | 15.466667 | 335.200000 |
| 3 | 13748.0 | 948.25 | 95.0 | 5.0 | 439.0 | 28.0 | 33.866071 | 92.0 | 0.017921 | 0.0 | 5.600000 | 87.800000 |
| 4 | 15100.0 | 876.00 | 333.0 | 3.0 | 80.0 | 3.0 | 292.000000 | 8.0 | 0.136364 | 22.0 | 1.000000 | 26.666667 |
| 5 | 15291.0 | 4623.30 | 25.0 | 14.0 | 2102.0 | 102.0 | 45.326471 | 23.0 | 0.054441 | 27.0 | 7.285714 | 150.142857 |
| 6 | 14688.0 | 5630.87 | 7.0 | 21.0 | 3621.0 | 327.0 | 17.219786 | 18.0 | 0.073569 | 281.0 | 15.571429 | 172.428571 |
| 7 | 17809.0 | 5411.91 | 16.0 | 12.0 | 2057.0 | 61.0 | 88.719836 | 35.0 | 0.039106 | 41.0 | 5.083333 | 171.416667 |
| 8 | 15311.0 | 60767.90 | 0.0 | 91.0 | 38194.0 | 2379.0 | 25.543464 | 4.0 | 0.315508 | 231.0 | 26.142857 | 419.714286 |
| 9 | 16098.0 | 2005.63 | 87.0 | 7.0 | 613.0 | 67.0 | 29.934776 | 47.0 | 0.024390 | 0.0 | 9.571429 | 87.571429 |
| customer_id | gross_revenue | recency_days | qty_invoices | qty_items | qty_products | avg_ticket | avg_recency_days | frequency | qty_returns | avg_unique_basket_size | avg_basket_size | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 5627 | 17727.0 | 1060.25 | 15.0 | 1.0 | 645.0 | 66.0 | 16.064394 | 6.0 | 0.285714 | 6.0 | 66.0 | 645.000000 |
| 5637 | 17232.0 | 421.52 | 2.0 | 2.0 | 203.0 | 36.0 | 11.708889 | 12.0 | 0.153846 | 0.0 | 18.0 | 101.500000 |
| 5638 | 17468.0 | 137.00 | 10.0 | 2.0 | 116.0 | 5.0 | 27.400000 | 4.0 | 0.400000 | 0.0 | 2.5 | 58.000000 |
| 5649 | 13596.0 | 697.04 | 5.0 | 2.0 | 406.0 | 166.0 | 4.199036 | 7.0 | 0.250000 | 0.0 | 83.0 | 203.000000 |
| 5655 | 14893.0 | 1237.85 | 9.0 | 2.0 | 799.0 | 73.0 | 16.956849 | 2.0 | 0.666667 | 0.0 | 36.5 | 399.500000 |
| 5659 | 12479.0 | 473.20 | 11.0 | 1.0 | 382.0 | 30.0 | 15.773333 | 4.0 | 0.333333 | 34.0 | 30.0 | 382.000000 |
| 5680 | 14126.0 | 706.13 | 7.0 | 3.0 | 508.0 | 15.0 | 47.075333 | 3.0 | 1.000000 | 50.0 | 5.0 | 169.333333 |
| 5686 | 13521.0 | 1092.39 | 1.0 | 3.0 | 733.0 | 435.0 | 2.511241 | 4.0 | 0.300000 | 0.0 | 145.0 | 244.333333 |
| 5696 | 15060.0 | 301.84 | 8.0 | 4.0 | 262.0 | 120.0 | 2.515333 | 1.0 | 2.000000 | 0.0 | 30.0 | 65.500000 |
| 5715 | 12558.0 | 269.96 | 7.0 | 1.0 | 196.0 | 11.0 | 24.541818 | 6.0 | 0.285714 | 102.0 | 11.0 | 196.000000 |